1 Report Overview 1.1 Study Scope 1.2 Market Analysis by Type 1.2.1 Global Virtual Sensors Market Size Growth Rate by Type: 2017 VS 2021 VS 2028 1.2.2 Cloud-based 1.2.3 On-premise 1.3 Market by Application 1.3.1 Global Virtual Sensors Market Share by Application: 2017 VS 2021 VS 2028 1.3.2 Utilities 1.3.3 Oil and Gas 1.3.4 Manufacturing 1.3.5 Automotive and Transportation 1.3.6 Others 1.4 Study Objectives 1.5 Years Considered 2 Global Growth Trends 2.1 Global Virtual Sensors Market Perspective (2017-2028) 2.2 Virtual Sensors Growth Trends by Region 2.2.1 Virtual Sensors Market Size by Region: 2017 VS 2021 VS 2028 2.2.2 Virtual Sensors Historic Market Size by Region (2017-2022) 2.2.3 Virtual Sensors Forecasted Market Size by Region (2023-2028) 2.3 Virtual Sensors Market Dynamics 2.3.1 Virtual Sensors Industry Trends 2.3.2 Virtual Sensors Market Drivers 2.3.3 Virtual Sensors Market Challenges 2.3.4 Virtual Sensors Market Restraints 3 Competition Landscape by Key Players 3.1 Global Top Virtual Sensors Players by Revenue 3.1.1 Global Top Virtual Sensors Players by Revenue (2017-2022) 3.1.2 Global Virtual Sensors Revenue Market Share by Players (2017-2022) 3.2 Global Virtual Sensors Market Share by Company Type (Tier 1, Tier 2, and Tier 3) 3.3 Players Covered: Ranking by Virtual Sensors Revenue 3.4 Global Virtual Sensors Market Concentration Ratio 3.4.1 Global Virtual Sensors Market Concentration Ratio (CR5 and HHI) 3.4.2 Global Top 10 and Top 5 Companies by Virtual Sensors Revenue in 2021 3.5 Virtual Sensors Key Players Head office and Area Served 3.6 Key Players Virtual Sensors Product Solution and Service 3.7 Date of Enter into Virtual Sensors Market 3.8 Mergers & Acquisitions, Expansion Plans 4 Virtual Sensors Breakdown Data by Type 4.1 Global Virtual Sensors Historic Market Size by Type (2017-2022) 4.2 Global Virtual Sensors Forecasted Market Size by Type (2023-2028) 5 Virtual Sensors Breakdown Data by Application 5.1 Global Virtual Sensors Historic Market Size by Application (2017-2022) 5.2 Global Virtual Sensors Forecasted Market Size by Application (2023-2028) 6 North America 6.1 North America Virtual Sensors Market Size (2017-2028) 6.2 North America Virtual Sensors Market Size by Country (2017-2022) 6.3 North America Virtual Sensors Market Size by Country (2023-2028) 6.4 United States 6.5 Canada 7 Europe 7.1 Europe Virtual Sensors Market Size (2017-2028) 7.2 Europe Virtual Sensors Market Size by Country (2017-2022) 7.3 Europe Virtual Sensors Market Size by Country (2023-2028) 7.4 Germany 7.5 France 7.6 U.K. 7.7 Italy 7.8 Russia 7.9 Nordic Countries 8 Asia-Pacific 8.1 Asia-Pacific Virtual Sensors Market Size (2017-2028) 8.2 Asia-Pacific Virtual Sensors Market Size by Country (2017-2022) 8.3 Asia-Pacific Virtual Sensors Market Size by Country (2023-2028) 8.4 China 8.5 Japan 8.6 South Korea 8.7 Southeast Asia 8.8 India 8.9 Australia 9 Latin America 9.1 Latin America Virtual Sensors Market Size (2017-2028) 9.2 Latin America Virtual Sensors Market Size by Country (2017-2022) 9.3 Latin America Virtual Sensors Market Size by Country (2023-2028) 9.4 Mexico 9.5 Brazil 10 Middle East & Africa 10.1 Middle East & Africa Virtual Sensors Market Size (2017-2028) 10.2 Middle East & Africa Virtual Sensors Market Size by Country (2017-2022) 10.3 Middle East & Africa Virtual Sensors Market Size by Country (2023-2028) 10.4 Turkey 10.5 Saudi Arabia 10.6 UAE 11 Key Players Profiles 11.1 General Electric 11.1.1 General Electric Company Detail 11.1.2 General Electric Business Overview 11.1.3 General Electric Virtual Sensors Introduction 11.1.4 General Electric Revenue in Virtual Sensors Business (2017-2022) 11.1.5 General Electric Recent Development 11.2 Siemens 11.2.1 Siemens Company Detail 11.2.2 Siemens Business Overview 11.2.3 Siemens Virtual Sensors Introduction 11.2.4 Siemens Revenue in Virtual Sensors Business (2017-2022) 11.2.5 Siemens Recent Development 11.3 Cisco 11.3.1 Cisco Company Detail 11.3.2 Cisco Business Overview 11.3.3 Cisco Virtual Sensors Introduction 11.3.4 Cisco Revenue in Virtual Sensors Business (2017-2022) 11.3.5 Cisco Recent Development 11.4 Honeywell 11.4.1 Honeywell Company Detail 11.4.2 Honeywell Business Overview 11.4.3 Honeywell Virtual Sensors Introduction 11.4.4 Honeywell Revenue in Virtual Sensors Business (2017-2022) 11.4.5 Honeywell Recent Development 11.5 Schneider Electric 11.5.1 Schneider Electric Company Detail 11.5.2 Schneider Electric Business Overview 11.5.3 Schneider Electric Virtual Sensors Introduction 11.5.4 Schneider Electric Revenue in Virtual Sensors Business (2017-2022) 11.5.5 Schneider Electric Recent Development 11.6 Elliptic Labs 11.6.1 Elliptic Labs Company Detail 11.6.2 Elliptic Labs Business Overview 11.6.3 Elliptic Labs Virtual Sensors Introduction 11.6.4 Elliptic Labs Revenue in Virtual Sensors Business (2017-2022) 11.6.5 Elliptic Labs Recent Development 11.7 Exputec 11.7.1 Exputec Company Detail 11.7.2 Exputec Business Overview 11.7.3 Exputec Virtual Sensors Introduction 11.7.4 Exputec Revenue in Virtual Sensors Business (2017-2022) 11.7.5 Exputec Recent Development 11.8 TACTILE MOBILITY 11.8.1 TACTILE MOBILITY Company Detail 11.8.2 TACTILE MOBILITY Business Overview 11.8.3 TACTILE MOBILITY Virtual Sensors Introduction 11.8.4 TACTILE MOBILITY Revenue in Virtual Sensors Business (2017-2022) 11.8.5 TACTILE MOBILITY Recent Development 11.9 IntelliDynamics 11.9.1 IntelliDynamics Company Detail 11.9.2 IntelliDynamics Business Overview 11.9.3 IntelliDynamics Virtual Sensors Introduction 11.9.4 IntelliDynamics Revenue in Virtual Sensors Business (2017-2022) 11.9.5 IntelliDynamics Recent Development 11.10 ANDATA 11.10.1 ANDATA Company Detail 11.10.2 ANDATA Business Overview 11.10.3 ANDATA Virtual Sensors Introduction 11.10.4 ANDATA Revenue in Virtual Sensors Business (2017-2022) 11.10.5 ANDATA Recent Development 11.11 Aspen Technology 11.11.1 Aspen Technology Company Detail 11.11.2 Aspen Technology Business Overview 11.11.3 Aspen Technology Virtual Sensors Introduction 11.11.4 Aspen Technology Revenue in Virtual Sensors Business (2017-2022) 11.11.5 Aspen Technology Recent Development 11.12 OSIsoft 11.12.1 OSIsoft Company Detail 11.12.2 OSIsoft Business Overview 11.12.3 OSIsoft Virtual Sensors Introduction 11.12.4 OSIsoft Revenue in Virtual Sensors Business (2017-2022) 11.12.5 OSIsoft Recent Development 11.13 Modelway 11.13.1 Modelway Company Detail 11.13.2 Modelway Business Overview 11.13.3 Modelway Virtual Sensors Introduction 11.13.4 Modelway Revenue in Virtual Sensors Business (2017-2022) 11.13.5 Modelway Recent Development 11.14 LMI Technologies 11.14.1 LMI Technologies Company Detail 11.14.2 LMI Technologies Business Overview 11.14.3 LMI Technologies Virtual Sensors Introduction 11.14.4 LMI Technologies Revenue in Virtual Sensors Business (2017-2022) 11.14.5 LMI Technologies Recent Development 12 Analyst's Viewpoints/Conclusions 13 Appendix 13.1 Research Methodology 13.1.1 Methodology/Research Approach 13.1.2 Data Source 13.2 Disclaimer 13.3 Author Details

List of Tables Table 1. Global Virtual Sensors Market Size Growth Rate by Type (US$ Million): 2017 VS 2021 VS 2028 Table 2. Key Players of Cloud-based Table 3. Key Players of On-premise Table 4. Global Virtual Sensors Market Size Growth by Application (US$ Million): 2017 VS 2021 VS 2028 Table 5. Global Virtual Sensors Market Size by Region (US$ Million): 2017 VS 2021 VS 2028 Table 6. Global Virtual Sensors Market Size by Region (2017-2022) & (US$ Million) Table 7. Global Virtual Sensors Market Share by Region (2017-2022) Table 8. Global Virtual Sensors Forecasted Market Size by Region (2023-2028) & (US$ Million) Table 9. Global Virtual Sensors Market Share by Region (2023-2028) Table 10. Virtual Sensors Market Trends Table 11. Virtual Sensors Market Drivers Table 12. Virtual Sensors Market Challenges Table 13. Virtual Sensors Market Restraints Table 14. Global Virtual Sensors Revenue by Players (2017-2022) & (US$ Million) Table 15. Global Virtual Sensors Market Share by Players (2017-2022) Table 16. Global Top Virtual Sensors Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Virtual Sensors as of 2021) Table 17. Ranking of Global Top Virtual Sensors Companies by Revenue (US$ Million) in 2021 Table 18. Global 5 Largest Players Market Share by Virtual Sensors Revenue (CR5 and HHI) & (2017-2022) Table 19. Key Players Headquarters and Area Served Table 20. Key Players Virtual Sensors Product Solution and Service Table 21. Date of Enter into Virtual Sensors Market Table 22. Mergers & Acquisitions, Expansion Plans Table 23. Global Virtual Sensors Market Size by Type (2017-2022) & (US$ Million) Table 24. Global Virtual Sensors Revenue Market Share by Type (2017-2022) Table 25. Global Virtual Sensors Forecasted Market Size by Type (2023-2028) & (US$ Million) Table 26. Global Virtual Sensors Revenue Market Share by Type (2023-2028) Table 27. Global Virtual Sensors Market Size by Application (2017-2022) & (US$ Million) Table 28. Global Virtual Sensors Revenue Market Share by Application (2017-2022) Table 29. Global Virtual Sensors Forecasted Market Size by Application (2023-2028) & (US$ Million) Table 30. Global Virtual Sensors Revenue Market Share by Application (2023-2028) Table 31. North America Virtual Sensors Market Size by Country (2017-2022) & (US$ Million) Table 32. North America Virtual Sensors Market Size by Country (2023-2028) & (US$ Million) Table 33. Europe Virtual Sensors Market Size by Country (2017-2022) & (US$ Million) Table 34. Europe Virtual Sensors Market Size by Country (2023-2028) & (US$ Million) Table 35. Asia-Pacific Virtual Sensors Market Size by Region (2017-2022) & (US$ Million) Table 36. Asia-Pacific Virtual Sensors Market Size by Region (2023-2028) & (US$ Million) Table 37. Latin America Virtual Sensors Market Size by Country (2017-2022) & (US$ Million) Table 38. Latin America Virtual Sensors Market Size by Country (2023-2028) & (US$ Million) Table 39. Middle East & Africa Virtual Sensors Market Size by Country (2017-2022) & (US$ Million) Table 40. Middle East & Africa Virtual Sensors Market Size by Country (2023-2028) & (US$ Million) Table 41. General Electric Company Detail Table 42. General Electric Business Overview Table 43. General Electric Virtual Sensors Product Table 44. General Electric Revenue in Virtual Sensors Business (2017-2022) & (US$ Million) Table 45. General Electric Recent Development Table 46. Siemens Company Detail Table 47. Siemens Business Overview Table 48. Siemens Virtual Sensors Product Table 49. Siemens Revenue in Virtual Sensors Business (2017-2022) & (US$ Million) Table 50. Siemens Recent Development Table 51. Cisco Company Detail Table 52. Cisco Business Overview Table 53. Cisco Virtual Sensors Product Table 54. Cisco Revenue in Virtual Sensors Business (2017-2022) & (US$ Million) Table 55. Cisco Recent Development Table 56. Honeywell Company Detail Table 57. Honeywell Business Overview Table 58. Honeywell Virtual Sensors Product Table 59. Honeywell Revenue in Virtual Sensors Business (2017-2022) & (US$ Million) Table 60. Honeywell Recent Development Table 61. Schneider Electric Company Detail Table 62. Schneider Electric Business Overview Table 63. Schneider Electric Virtual Sensors Product Table 64. Schneider Electric Revenue in Virtual Sensors Business (2017-2022) & (US$ Million) Table 65. Schneider Electric Recent Development Table 66. Elliptic Labs Company Detail Table 67. Elliptic Labs Business Overview Table 68. Elliptic Labs Virtual Sensors Product Table 69. Elliptic Labs Revenue in Virtual Sensors Business (2017-2022) & (US$ Million) Table 70. Elliptic Labs Recent Development Table 71. Exputec Company Detail Table 72. Exputec Business Overview Table 73. Exputec Virtual Sensors Product Table 74. Exputec Revenue in Virtual Sensors Business (2017-2022) & (US$ Million) Table 75. Exputec Recent Development Table 76. TACTILE MOBILITY Company Detail Table 77. TACTILE MOBILITY Business Overview Table 78. TACTILE MOBILITY Virtual Sensors Product Table 79. TACTILE MOBILITY Revenue in Virtual Sensors Business (2017-2022) & (US$ Million) Table 80. TACTILE MOBILITY Recent Development Table 81. IntelliDynamics Company Detail Table 82. IntelliDynamics Business Overview Table 83. IntelliDynamics Virtual Sensors Product Table 84. IntelliDynamics Revenue in Virtual Sensors Business (2017-2022) & (US$ Million) Table 85. IntelliDynamics Recent Development Table 86. ANDATA Company Detail Table 87. ANDATA Business Overview Table 88. ANDATA Virtual Sensors Product Table 89. ANDATA Revenue in Virtual Sensors Business (2017-2022) & (US$ Million) Table 90. ANDATA Recent Development Table 91. Aspen Technology Company Detail Table 92. Aspen Technology Business Overview Table 93. Aspen Technology Virtual SensorsProduct Table 94. Aspen Technology Revenue in Virtual Sensors Business (2017-2022) & (US$ Million) Table 95. Aspen Technology Recent Development Table 96. OSIsoft Company Detail Table 97. OSIsoft Business Overview Table 98. OSIsoft Virtual SensorsProduct Table 99. OSIsoft Revenue in Virtual Sensors Business (2017-2022) & (US$ Million) Table 100. OSIsoft Recent Development Table 101. Modelway Company Detail Table 102. Modelway Business Overview Table 103. Modelway Virtual SensorsProduct Table 104. Modelway Revenue in Virtual Sensors Business (2017-2022) & (US$ Million) Table 105. Modelway Recent Development Table 106. LMI Technologies Company Detail Table 107. LMI Technologies Business Overview Table 108. LMI Technologies Virtual SensorsProduct Table 109. LMI Technologies Revenue in Virtual Sensors Business (2017-2022) & (US$ Million) Table 110. LMI Technologies Recent Development Table 111. Research Programs/Design for This Report Table 112. Key Data Information from Secondary Sources Table 113. Key Data Information from Primary Sources List of Figures Figure 1. Global Virtual Sensors Market Share by Type: 2021 VS 2028 Figure 2. Cloud-based Features Figure 3. On-premise Features Figure 4. Global Virtual Sensors Market Share by Application in 2021 & 2028 Figure 5. Utilities Case Studies Figure 6. Oil and Gas Case Studies Figure 7. Manufacturing Case Studies Figure 8. Automotive and Transportation Case Studies Figure 9. Others Case Studies Figure 10. Virtual Sensors Report Years Considered Figure 11. Global Virtual Sensors Market Size (US$ Million), Year-over-Year: 2017-2028 Figure 12. Global Virtual Sensors Market Size, (US$ Million), 2017 VS 2021 VS 2028 Figure 13. Global Virtual Sensors Market Share by Region: 2021 VS 2028 Figure 14. Global Virtual Sensors Market Share by Players in 2021 Figure 15. Global Top Virtual Sensors Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Virtual Sensors as of 2021) Figure 16. The Top 10 and 5 Players Market Share by Virtual Sensors Revenue in 2021 Figure 17. North America Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 18. North America Virtual Sensors Market Share by Country (2017-2028) Figure 19. United States Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 20. Canada Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 21. Europe Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 22. Europe Virtual Sensors Market Share by Country (2017-2028) Figure 23. Germany Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 24. France Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 25. U.K. Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 26. Italy Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 27. Russia Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 28. Nordic Countries Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 29. Asia-Pacific Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 30. Asia-Pacific Virtual Sensors Market Share by Region (2017-2028) Figure 31. China Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 32. Japan Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 33. South Korea Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 34. Southeast Asia Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 35. India Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 36. Australia Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 37. Latin America Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 38. Latin America Virtual Sensors Market Share by Country (2017-2028) Figure 39. Mexico Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 40. Brazil Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 41. Middle East & Africa Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 42. Middle East & Africa Virtual Sensors Market Share by Country (2017-2028) Figure 43. Turkey Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 44. Saudi Arabia Virtual Sensors Market Size YoY Growth (2017-2028) & (US$ Million) Figure 45. General Electric Revenue Growth Rate in Virtual Sensors Business (2017-2022) Figure 46. Siemens Revenue Growth Rate in Virtual Sensors Business (2017-2022) Figure 47. Cisco Revenue Growth Rate in Virtual Sensors Business (2017-2022) Figure 48. Honeywell Revenue Growth Rate in Virtual Sensors Business (2017-2022) Figure 49. Schneider Electric Revenue Growth Rate in Virtual Sensors Business (2017-2022) Figure 50. Elliptic Labs Revenue Growth Rate in Virtual Sensors Business (2017-2022) Figure 51. Exputec Revenue Growth Rate in Virtual Sensors Business (2017-2022) Figure 52. TACTILE MOBILITY Revenue Growth Rate in Virtual Sensors Business (2017-2022) Figure 53. IntelliDynamics Revenue Growth Rate in Virtual Sensors Business (2017-2022) Figure 54. ANDATA Revenue Growth Rate in Virtual Sensors Business (2017-2022) Figure 55. Aspen Technology Revenue Growth Rate in Virtual Sensors Business (2017-2022) Figure 56. OSIsoft Revenue Growth Rate in Virtual Sensors Business (2017-2022) Figure 57. Modelway Revenue Growth Rate in Virtual Sensors Business (2017-2022) Figure 58. LMI Technologies Revenue Growth Rate in Virtual Sensors Business (2017-2022) Figure 59. Bottom-up and Top-down Approaches for This Report Figure 60. Data Triangulation Figure 61. Key Executives Interviewed

General Electric Siemens Cisco Honeywell Schneider Electric Elliptic Labs Exputec TACTILE MOBILITY IntelliDynamics ANDATA Aspen Technology OSIsoft Modelway LMI Technologies